freqtrade/freqtrade

21.6

Adjusted Score

21.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

52.3K

Stars

Python

Language

166.1K

Lines of Code

633

Files

2.5K

Pattern Hits

2026-07-14

Scan Date

0.39

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 245MEDIUM 97LOW 2172

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 2514 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers1342 hits · 1211 pts

Severity	File	Line	Snippet	Context
LOW	ft_client/freqtrade_client/ft_rest_client.py	268	def list_open_trades_custom_data(self, key=None, limit=100, offset=0):	CODE
LOW	ft_client/test_client/test_rest_client.py	196	def test_ft_client_argparsing(mocker, params, expected_args, expected_kwargs, caplog):	CODE
LOW	tests/conftest.py	94	def pytest_xdist_make_scheduler(config, log):	CODE
LOW	tests/conftest.py	234	def patched_configuration_load_config_file(mocker, config) -> None:	CODE
LOW	tests/conftest.py	420	def create_mock_trades_with_leverage(fee, use_db: bool = True):	CODE
LOW	tests/conftest.py	507	def fixture_set_mp_start_method():	CODE
LOW	tests/conftest.py	1830	def limit_buy_order_old_partial():	CODE
LOW	tests/conftest.py	1848	def limit_buy_order_old_partial_canceled(limit_buy_order_old_partial):	CODE
LOW	tests/conftest.py	1856	def limit_buy_order_canceled_empty(request):	CODE
LOW	tests/conftest.py	2744	def limit_buy_order_usdt_open():	CODE
LOW	tests/conftest.py	2772	def limit_sell_order_usdt_open():	CODE
LOW	tests/conftest.py	2816	def market_buy_order_usdt_doublefee(market_buy_order_usdt):	CODE
LOW	tests/conftest.py	2906	def funding_rate_history_hourly():	CODE
LOW	tests/conftest.py	2996	def funding_rate_history_octohourly():	CODE
LOW	tests/test_plotting.py	207	def test_generate_candlestick_graph_no_signals_no_trades(default_conf, mocker, testdatadir, caplog):	CODE
LOW	tests/test_plotting.py	251	def test_generate_candlestick_graph_no_trades(default_conf, mocker, testdatadir):	CODE
LOW	tests/test_plotting.py	342	def test_generate_profit_graph(testdatadir):	CODE
LOW	tests/test_plotting.py	398	def test_start_plot_dataframe(mocker):	CODE
LOW	tests/test_plotting.py	415	def test_load_and_plot_trades(default_conf, mocker, caplog, testdatadir):	CODE
LOW	tests/test_plotting.py	460	def test_start_plot_profit_error(mocker):	CODE
LOW	tests/test_misc.py	233	def test_parse_db_uri_for_logging(conn_url, expected) -> None:	CODE
LOW⚡	tests/test_configuration.py	655	def test_validate_default_conf(default_conf) -> None:	CODE
LOW⚡	tests/test_configuration.py	661	def test_validate_fiat_currency_options(default_conf, fiat) -> None:	CODE
LOW⚡	tests/test_configuration.py	670	def test_validate_max_open_trades(default_conf):	CODE
LOW	tests/test_configuration.py	49	def test_load_config_missing_attributes(default_conf) -> None:	CODE
LOW	tests/test_configuration.py	63	def test_load_config_incorrect_stake_amount(default_conf) -> None:	CODE
LOW	tests/test_configuration.py	83	def test_load_config_file_error(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	96	def test_load_config_file_error_range(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	157	def test_load_config_max_open_trades_zero(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	169	def test_load_config_combine_dicts(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	230	def test_from_recursive_files(testdatadir) -> None:	CODE
LOW	tests/test_configuration.py	276	def test_load_config_max_open_trades_minus_one(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	290	def test_load_config_file_exception(mocker) -> None:	CODE
LOW	tests/test_configuration.py	312	def test_load_config_with_params(default_conf, mocker) -> None:	CODE
LOW	tests/test_configuration.py	407	def test_load_custom_strategy(default_conf, mocker, tmp_path) -> None:	CODE
LOW	tests/test_configuration.py	443	def test_setup_configuration_without_arguments(mocker, default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	475	def test_setup_configuration_with_arguments(mocker, default_conf, caplog, tmp_path) -> None:	CODE
LOW	tests/test_configuration.py	532	def test_setup_configuration_with_stratlist(mocker, default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	577	def test_hyperopt_with_arguments(mocker, default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	605	def test_cli_verbose_with_params(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	643	def test_load_config_warn_forcebuy(default_conf, mocker, caplog) -> None:	CODE
LOW	tests/test_configuration.py	793	def test_validate_ask_orderbook(default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	811	def test_validate_time_in_force(default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	835	def test__validate_order_types(default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	872	def test__validate_unfilledtimeout(default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	898	def test__validate_pricing_rules(default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	935	def test__validate_freqai_include_timeframes(default_conf, caplog) -> None:	CODE
LOW	tests/test_configuration.py	1048	def test__validate_demo_trading(default_conf_usdt) -> None:	CODE
LOW	tests/test_configuration.py	1064	def test_validate_edge_removal(default_conf):	CODE
LOW	tests/test_configuration.py	1075	def test_load_config_test_comments() -> None:	CODE
LOW	tests/test_configuration.py	1085	def test_load_config_default_exchange(all_conf) -> None:	CODE
LOW	tests/test_configuration.py	1098	def test_load_config_default_exchange_name(all_conf) -> None:	CODE
LOW	tests/test_configuration.py	1111	def test_load_config_stoploss_exchange_limit_ratio(all_conf) -> None:	CODE
LOW	tests/test_configuration.py	1126	def test_load_config_default_subkeys(all_conf, keys) -> None:	CODE
LOW	tests/test_configuration.py	1159	def test_pairlist_resolving_with_config(mocker, default_conf):	CODE
LOW	tests/test_configuration.py	1194	def test_pairlist_resolving_with_config_pl(mocker, default_conf):	CODE
LOW	tests/test_configuration.py	1215	def test_pairlist_resolving_with_config_pl_not_exists(mocker, default_conf):	CODE
LOW	tests/test_configuration.py	1233	def test_pairlist_resolving_fallback(mocker, tmp_path):	CODE
LOW	tests/test_configuration.py	1268	def test_process_temporary_deprecated_settings(mocker, default_conf, setting, caplog):	CODE
LOW	tests/test_configuration.py	1314	def test_process_removed_settings(mocker, default_conf, setting):	CODE
1282 more matches not shown…

Cross-File Repetition200 hits · 1000 pts

Severity	File	Line	Snippet	Context
HIGH	tests/strategy/strats/hyperoptable_strategy_v2.py	0	strategy used by tests freqtrade bot. please do not modify this strategy, it's intended for internal use only. please lo	STRING
HIGH	tests/strategy/strats/hyperoptable_strategy.py	0	strategy used by tests freqtrade bot. please do not modify this strategy, it's intended for internal use only. please lo	STRING
HIGH	…strategy/strats/strategy_test_v3_custom_entry_price.py	0	strategy used by tests freqtrade bot. please do not modify this strategy, it's intended for internal use only. please lo	STRING
HIGH	tests/strategy/strats/informative_decorator_strategy.py	0	strategy used by tests freqtrade bot. please do not modify this strategy, it's intended for internal use only. please lo	STRING
HIGH	tests/strategy/strats/freqai_test_classifier.py	0	test strategy - used for testing freqai multimodel functionalities. do not use in production.	STRING
HIGH	tests/strategy/strats/freqai_rl_test_strat.py	0	test strategy - used for testing freqai multimodel functionalities. do not use in production.	STRING
HIGH	tests/strategy/strats/freqai_test_strat.py	0	test strategy - used for testing freqai multimodel functionalities. do not use in production.	STRING
HIGH	…tegy/strats/freqai_test_multimodel_classifier_strat.py	0	test strategy - used for testing freqai multimodel functionalities. do not use in production.	STRING
HIGH	tests/strategy/strats/freqai_test_multimodel_strat.py	0	test strategy - used for testing freqai multimodel functionalities. do not use in production.	STRING
HIGH	tests/strategy/strats/strategy_test_v2.py	0	adds several different ta indicators to the given dataframe performance note: for the best performance be frugal on the	STRING
HIGH	docs/strategy-customization.md	0	adds several different ta indicators to the given dataframe performance note: for the best performance be frugal on the	STRING
HIGH	freqtrade/templates/sample_strategy.py	0	adds several different ta indicators to the given dataframe performance note: for the best performance be frugal on the	STRING
HIGH	tests/strategy/strats/strategy_test_v2.py	0	based on ta indicators, populates the exit signal for the given dataframe :param dataframe: dataframe :param metadata: a	STRING
HIGH	docs/strategy-customization.md	0	based on ta indicators, populates the exit signal for the given dataframe :param dataframe: dataframe :param metadata: a	STRING
HIGH	freqtrade/templates/sample_strategy.py	0	based on ta indicators, populates the exit signal for the given dataframe :param dataframe: dataframe :param metadata: a	STRING
HIGH	freqtrade/strategy/interface.py	0	based on ta indicators, populates the exit signal for the given dataframe :param dataframe: dataframe :param metadata: a	STRING
HIGH	docs/freqai-configuration.md	0	only functional with freqai enabled strategies this optional function will be called once with the dataframe of the ba	STRING
HIGH	docs/freqai-feature-engineering.md	0	only functional with freqai enabled strategies this optional function will be called once with the dataframe of the ba	STRING
HIGH	docs/strategy_migration.md	0	only functional with freqai enabled strategies this optional function will be called once with the dataframe of the ba	STRING
HIGH	freqtrade/templates/FreqaiExampleStrategy.py	0	only functional with freqai enabled strategies this optional function will be called once with the dataframe of the ba	STRING
HIGH	freqtrade/templates/FreqaiExampleHybridStrategy.py	0	only functional with freqai enabled strategies this optional function will be called once with the dataframe of the ba	STRING
HIGH	freqtrade/strategy/interface.py	0	only functional with freqai enabled strategies this optional function will be called once with the dataframe of the ba	STRING
HIGH	docs/freqai-configuration.md	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…eqai/prediction_models/LightGBMRegressorMultiTarget.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	freqtrade/freqai/prediction_models/XGBoostRegressor.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…qai/prediction_models/LightGBMClassifierMultiTarget.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…qtrade/freqai/prediction_models/XGBoostRFClassifier.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…reqai/prediction_models/XGBoostRegressorMultiTarget.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	freqtrade/freqai/prediction_models/XGBoostClassifier.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…eqtrade/freqai/prediction_models/LightGBMClassifier.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…reqai/prediction_models/PyTorchTransformerRegressor.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…eqtrade/freqai/prediction_models/XGBoostRFRegressor.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	freqtrade/freqai/prediction_models/LightGBMRegressor.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…qai/prediction_models/SKLearnRandomForestClassifier.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	…qtrade/freqai/prediction_models/PyTorchMLPRegressor.py	0	user sets up the training and test data to fit their desired model here :param data_dictionary: the dictionary holding a	STRING
HIGH	docs/strategy_migration.md	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	freqtrade/templates/FreqaiExampleStrategy.py	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	freqtrade/templates/FreqaiExampleHybridStrategy.py	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	freqtrade/strategy/interface.py	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	docs/strategy_migration.md	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	freqtrade/templates/FreqaiExampleStrategy.py	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	freqtrade/templates/FreqaiExampleHybridStrategy.py	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	freqtrade/strategy/interface.py	0	only functional with freqai enabled strategies this function will automatically expand the defined features on the con	STRING
HIGH	docs/strategy_migration.md	0	only functional with freqai enabled strategies required function to set the targets for the model. all targets must be	STRING
HIGH	docs/freqai-reinforcement-learning.md	0	only functional with freqai enabled strategies required function to set the targets for the model. all targets must be	STRING
HIGH	freqtrade/templates/FreqaiExampleStrategy.py	0	only functional with freqai enabled strategies required function to set the targets for the model. all targets must be	STRING
HIGH	freqtrade/templates/FreqaiExampleHybridStrategy.py	0	only functional with freqai enabled strategies required function to set the targets for the model. all targets must be	STRING
HIGH	freqtrade/strategy/interface.py	0	only functional with freqai enabled strategies required function to set the targets for the model. all targets must be	STRING
HIGH	freqtrade/exchange/hitbtc.py	0	coinex exchange class. contains adjustments needed for freqtrade to work with this exchange. please note that this excha	STRING
HIGH	freqtrade/exchange/kucoin.py	0	coinex exchange class. contains adjustments needed for freqtrade to work with this exchange. please note that this excha	STRING
HIGH	freqtrade/exchange/bitvavo.py	0	coinex exchange class. contains adjustments needed for freqtrade to work with this exchange. please note that this excha	STRING
HIGH	freqtrade/exchange/luno.py	0	coinex exchange class. contains adjustments needed for freqtrade to work with this exchange. please note that this excha	STRING
HIGH	freqtrade/exchange/modetrade.py	0	coinex exchange class. contains adjustments needed for freqtrade to work with this exchange. please note that this excha	STRING
HIGH	freqtrade/exchange/coinex.py	0	coinex exchange class. contains adjustments needed for freqtrade to work with this exchange. please note that this excha	STRING
HIGH	freqtrade/exchange/okx.py	0	binance exchange class. contains adjustments needed for freqtrade to work with this exchange.	STRING
HIGH	freqtrade/exchange/hyperliquid.py	0	binance exchange class. contains adjustments needed for freqtrade to work with this exchange.	STRING
HIGH	freqtrade/exchange/bybit.py	0	binance exchange class. contains adjustments needed for freqtrade to work with this exchange.	STRING
HIGH	freqtrade/exchange/kraken.py	0	binance exchange class. contains adjustments needed for freqtrade to work with this exchange.	STRING
HIGH	freqtrade/exchange/lbank.py	0	binance exchange class. contains adjustments needed for freqtrade to work with this exchange.	STRING
HIGH	freqtrade/exchange/bitmart.py	0	binance exchange class. contains adjustments needed for freqtrade to work with this exchange.	STRING
140 more matches not shown…

Unused Imports318 hits · 276 pts

Severity	File	Line	Context
LOW	ft_client/freqtrade_client/__init__.py	1	CODE
LOW	tests/strategy/strats/failing_strategy.py	3	CODE
LOW	freqtrade/configuration/__init__.py	3	CODE
LOW	freqtrade/configuration/__init__.py	3	CODE
LOW	freqtrade/configuration/__init__.py	4	CODE
LOW	freqtrade/configuration/__init__.py	5	CODE
LOW	freqtrade/configuration/__init__.py	6	CODE
LOW	freqtrade/configuration/__init__.py	7	CODE
LOW	freqtrade/configuration/__init__.py	8	CODE
LOW	freqtrade/ft_types/__init__.py	2	CODE
LOW	freqtrade/ft_types/__init__.py	2	CODE
LOW	freqtrade/ft_types/__init__.py	2	CODE
LOW	freqtrade/ft_types/__init__.py	2	CODE
LOW	freqtrade/ft_types/__init__.py	2	CODE
LOW	freqtrade/ft_types/__init__.py	2	CODE
LOW	freqtrade/ft_types/__init__.py	10	CODE
LOW	freqtrade/ft_types/__init__.py	11	CODE
LOW	freqtrade/ft_types/__init__.py	11	CODE
LOW	freqtrade/exchange/__init__.py	3	CODE
LOW	freqtrade/exchange/__init__.py	4	CODE
LOW	freqtrade/exchange/__init__.py	7	CODE
LOW	freqtrade/exchange/__init__.py	7	CODE
LOW	freqtrade/exchange/__init__.py	7	CODE
LOW	freqtrade/exchange/__init__.py	8	CODE
LOW	freqtrade/exchange/__init__.py	9	CODE
LOW	freqtrade/exchange/__init__.py	10	CODE
LOW	freqtrade/exchange/__init__.py	11	CODE
LOW	freqtrade/exchange/__init__.py	12	CODE
LOW	freqtrade/exchange/__init__.py	13	CODE
LOW	freqtrade/exchange/__init__.py	13	CODE
LOW	freqtrade/exchange/__init__.py	14	CODE
LOW	freqtrade/exchange/__init__.py	15	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	16	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	32	CODE
LOW	freqtrade/exchange/__init__.py	41	CODE
LOW	freqtrade/exchange/__init__.py	41	CODE
LOW	freqtrade/exchange/__init__.py	42	CODE
LOW	freqtrade/exchange/__init__.py	43	CODE
LOW	freqtrade/exchange/__init__.py	44	CODE
LOW	freqtrade/exchange/__init__.py	45	CODE
LOW	freqtrade/exchange/__init__.py	46	CODE
258 more matches not shown…

Cross-Language Confusion43 hits · 254 pts

Severity	File	Line	Snippet	Context
HIGH	tests/optimize/test_lookahead_analysis.py	366	assert expected_data1.equals(saved_data1)	CODE
HIGH	tests/optimize/test_lookahead_analysis.py	394	assert expected_data2.equals(saved_data2)	CODE
HIGH	tests/optimize/test_lookahead_analysis.py	424	assert expected_data3.equals(saved_data3)	CODE
HIGH⚡	tests/optimize/test_hyperopt.py	713	'{"params":{"mfi-value":null,"sell-mfi-value":null},"minimal_roi"'	CODE
HIGH⚡	tests/optimize/test_hyperopt.py	714	':{},"stoploss":null,"trailing_stop":null,"max_open_trades":null}'	CODE
HIGH	tests/optimize/test_hyperopt.py	771	'{"params":{"mfi-value":null,"sell-mfi-value":null},"minimal_roi":{},"stoploss":null}'	CODE
HIGH	tests/optimize/test_hyperopt.py	828	assert '{"minimal_roi":{},"stoploss":null}' in out	CODE
HIGH	tests/plugins/test_pairlist.py	1240	assert not df1.equals(df2)	CODE
HIGH	tests/freqtradebot/test_stoploss_on_exchange.py	102	# should do nothing and return false	COMMENT
HIGH⚡	tests/freqtradebot/test_freqtradebot.py	4446	# delta is 100 which is impossible to reach. hence function will return false	COMMENT
HIGH	tests/persistence/test_trade_fromjson.py	66	"liquidation_price": null,	CODE
HIGH	tests/persistence/test_trade_fromjson.py	74	"open_order_id": null,	CODE
HIGH	tests/data/test_metrics.py	554	assert df.equals(df1)	CODE
HIGH	tests/data/test_metrics.py	606	assert df.equals(df1)	CODE
HIGH⚡	tests/data/test_datahandler.py	130	assert df.columns.equals(df1.columns)	CODE
HIGH	tests/data/test_datahandler.py	357	assert ohlcv.equals(ohlcv1)	CODE
HIGH⚡	tests/data/test_btanalysis.py	101	assert bt_data.equals(bt_data2)	CODE
HIGH⚡	tests/data/test_btanalysis.py	105	assert bt_data.equals(bt_data3)	CODE
HIGH⚡	tests/data/test_btanalysis.py	124	assert bt_data.equals(bt_data2)	CODE
HIGH⚡	tests/data/test_converter.py	367	assert not data_modify.equals(data)	CODE
HIGH⚡	tests/data/test_converter.py	377	assert not data_modify.equals(data)	CODE
HIGH⚡	tests/data/test_converter.py	387	assert not data_modify.equals(data)	CODE
HIGH⚡	tests/data/test_converter.py	397	assert not data_modify.equals(data)	CODE
HIGH⚡	tests/data/test_converter.py	411	assert res.equals(trades_history_df)	CODE
HIGH	tests/data/test_converter.py	206	assert data.equals(df1)	CODE
HIGH	tests/data/test_converter.py	234	assert dfs.equals(dfm)	CODE
HIGH	tests/data/test_converter.py	235	assert dfs.equals(df1)	CODE
HIGH	tests/data/test_dataprovider.py	32	assert ohlcv_history.equals(dp.ohlcv("UNITTEST/BTC", timeframe, candle_type=candletype))	CODE
HIGH	tests/data/test_dataprovider.py	144	assert ohlcv_history.equals(	CODE
HIGH	tests/data/test_dataprovider.py	147	assert ohlcv_history.equals(	CODE
HIGH⚡	tests/data/test_dataprovider.py	198	assert ohlcv_history.equals(	CODE
HIGH⚡	tests/data/test_dataprovider.py	204	assert ohlcv_history.equals(	CODE
HIGH	tests/data/test_dataprovider.py	420	assert ohlcv_history.equals(dataframe)	CODE
HIGH	tests/data/test_dataprovider.py	424	assert ohlcv_history.equals(dataframe)	CODE
HIGH	tests/data/test_history.py	924	assert stored_data.equals(expected_result)	CODE
HIGH	tests/data/test_history.py	1002	assert stored_data.equals(existing_data)	CODE
HIGH	freqtrade/exchange/exchange_utils.py	182	# true then it's true. If it's undefined, then it's most likely true, but not 100% )"	COMMENT
HIGH	…trade/freqai/prediction_models/PyTorchMLPClassifier.py	33	"n_epochs": null,	STRING
HIGH	…qtrade/freqai/prediction_models/PyTorchMLPRegressor.py	34	"n_epochs": null,	STRING
HIGH	freqtrade/loggers/ft_rich_handler.py	33	# Handles pythonw, where stdout/stderr are null, and we return NullFile	COMMENT
HIGH	freqtrade/plugins/pairlist/VolatilityFilter.py	53	"either None (undefined), 'asc' or 'desc'"	CODE
HIGH	freqtrade/plugins/pairlist/rangestabilityfilter.py	47	"either None (undefined), 'asc' or 'desc'"	CODE
HIGH	freqtrade/data/metrics.py	647	against the null) when it cannot be computed - fewer than two	STRING

Modern Structural Boilerplate223 hits · 226 pts

Severity	File	Line	Snippet	Context
LOW⚡	ft_client/freqtrade_client/__init__.py	37	__all__ = ["FtRestClient"]	CODE
LOW	…ts/freqai/test_models/ReinforcementLearner_test_4ac.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…ts/freqai/test_models/ReinforcementLearner_test_3ac.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tests/strategy/strats/hyperoptable_strategy.py	12	logger = logging.getLogger(__name__)	CODE
LOW	tests/strategy/strats/freqai_test_classifier.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…tegy/strats/freqai_test_multimodel_classifier_strat.py	11	logger = logging.getLogger(__name__)	CODE
LOW	tests/strategy/strats/freqai_test_multimodel_strat.py	10	logger = logging.getLogger(__name__)	CODE
LOW	tests/strategy/strats/freqai_rl_test_strat.py	10	logger = logging.getLogger(__name__)	CODE
LOW	tests/strategy/strats/freqai_test_strat.py	10	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/worker.py	23	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/misc.py	19	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/wallets.py	17	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/wallets.py	105	def _update_dry(self) -> None:	CODE
LOW	freqtrade/wallets.py	185	def _update_live(self) -> None:	CODE
LOW⚡	freqtrade/freqtradebot.py	367	def update_all_liquidation_prices(self) -> None:	CODE
LOW⚡	freqtrade/freqtradebot.py	377	def update_funding_fees(self) -> None:	CODE
LOW	freqtrade/freqtradebot.py	70	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/freqtradebot.py	449	def update_trades_without_assigned_fees(self) -> None:	CODE
LOW	freqtrade/configuration/config_validation.py	23	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/configuration.py	31	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/timerange.py	15	logger = logging.getLogger(__name__)	CODE
LOW⚡	freqtrade/configuration/deploy_config.py	12	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/deprecated_settings.py	11	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/load_config.py	19	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/environment_vars.py	11	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/directory_operations.py	17	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/configuration/config_setup.py	10	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/hitbtc.py	7	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/okx.py	20	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/hyperliquid.py	26	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/bybit.py	16	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/kraken.py	16	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/lbank.py	9	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/binance_public_data.py	24	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/bitmart.py	9	logger = logging.getLogger(__name__)	CODE
LOW⚡	freqtrade/exchange/exchange.py	351	def _set_startup_candle_count(self, config: Config) -> None:	CODE
LOW	freqtrade/exchange/exchange.py	116	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/exchange_ws.py	18	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/krakenfutures.py	24	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/kucoin.py	10	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/bitvavo.py	9	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/common.py	12	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/bitpanda.py	9	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/check_exchange.py	10	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/cryptocom.py	9	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/bitget.py	21	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/gate.py	16	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/luno.py	7	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/htx.py	10	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/modetrade.py	8	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/coinex.py	7	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/bingx.py	9	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/idex.py	9	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/exchange/binance.py	27	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/freqai/data_kitchen.py	29	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/freqai/data_kitchen.py	597	def set_all_pairs(self) -> None:	CODE
LOW	freqtrade/freqai/utils.py	21	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/freqai/freqai_interface.py	33	logger = logging.getLogger(__name__)	CODE
LOW	freqtrade/freqai/freqai_interface.py	588	def set_full_path(self) -> None:	CODE
LOW	freqtrade/freqai/data_drawer.py	29	logger = logging.getLogger(__name__)	CODE
163 more matches not shown…

AI Slop Vocabulary39 hits · 134 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	3201	"minNotional": 0, # stake(before leverage) = 0	CODE
MEDIUM	tests/conftest.py	3202	"maxNotional": 100000, # max stake(before leverage) = 5000	CODE
MEDIUM	tests/exchange/test_exchange.py	6143	# limit leverage tiers	COMMENT
MEDIUM⚡	tests/exchange/test_binance.py	684	# Assert if conftest leverage tiers have less or equal tiers than the exchange	COMMENT
MEDIUM	tests/optimize/test_backtesting.py	632	# leverage = 5	COMMENT
MEDIUM	tests/optimize/test_backtest_detail.py	567	# Test 27: (copy of test26 with leverage)	COMMENT
MEDIUM	tests/optimize/test_backtest_detail.py	589	# Test 28: (copy of test26 with leverage and as short)	COMMENT
MEDIUM	tests/freqtradebot/test_freqtradebot.py	1027	# leverage=1.0, open_rate=10.00000000, open_since=...)	COMMENT
MEDIUM	tests/freqtradebot/test_freqtradebot.py	1029	# leverage=3.0, open_rate=10.00000000, open_since=...)	COMMENT
MEDIUM	tests/persistence/test_persistence.py	796	# 10 minute limit trade on Binance/Kraken at 1x, 3x leverage	COMMENT
MEDIUM	tests/strategy/strats/strategy_test_v3.py	192	# Bot-logic must make sure it's an allowed leverage and eventually adjust accordingly.	COMMENT
MEDIUM⚡	freqtrade/freqtradebot.py	1167	# Cap leverage between 1.0 and max_leverage.	COMMENT
MEDIUM⚡	freqtrade/freqtradebot.py	1170	# Changing leverage currently not possible	COMMENT
MEDIUM⚡	freqtrade/freqtradebot.py	1175	# We do however also need min-stake to determine leverage, therefore this is ignored as	COMMENT
MEDIUM	freqtrade/freqtradebot.py	1979	# Filled val is in quote currency (after leverage)	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	213	# There are no leverage tiers	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	221	# Hyperliquid expects leverage to be an int	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	223	# Hyperliquid needs the parameter leverage.	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	261	# Docs: The maintenance margin is half of the initial margin at max leverage,	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	263	# (for 50x max leverage assets) and 16.7% (for 3x max leverage assets)	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	265	# The key thing here is 'Half of the initial margin at max leverage'.	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	268	# 2. Assume max leverage, calculate the initial margin by dividing the position value	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	269	# by the max leverage	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	282	# Docs: The maintenance margin is half of the initial margin at max leverage	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	283	# The docs don't explicitly specify maintenance leverage, but this works.	COMMENT
MEDIUM⚡	freqtrade/exchange/hyperliquid.py	284	# Double because of the statement 'half of the initial margin at max leverage'	COMMENT
MEDIUM	freqtrade/exchange/exchange.py	3561	# Fetch all leverage tiers at once	COMMENT
MEDIUM	freqtrade/exchange/exchange.py	3564	# Must fetch the leverage tiers for each market separately	COMMENT
MEDIUM	freqtrade/exchange/exchange.py	3704	# Adjust notional by leverage to do a proper comparison	COMMENT
MEDIUM	freqtrade/exchange/exchange.py	3739	return 1.0 # Default if max leverage cannot be found	CODE
MEDIUM	freqtrade/freqai/freqai_interface.py	296	# Loop enforcing the sliding window training/backtesting paradigm	COMMENT
MEDIUM	freqtrade/optimize/backtesting.py	1083	# Cap leverage between 1.0 and max_leverage.	COMMENT
MEDIUM	freqtrade/persistence/trade_model.py	1324	# Leverage not updated, as we don't allow changing leverage through DCA at the moment.	COMMENT
MEDIUM	freqtrade/persistence/trade_model.py	488	"""Returns true if this is a non-leverage, non-short trade"""	STRING
MEDIUM	freqtrade/persistence/wallet_history.py	33	# Total position value in `quote_currency` - including leverage	COMMENT
MEDIUM	freqtrade/rpc/rpc.py	906	# est_stake = rate * pos.position - pos.collateral * (pos.leverage - 1)	COMMENT
MEDIUM	freqtrade/rpc/rpc.py	909	# = collateral + (pos.collateral * pos.leverage)	COMMENT
MEDIUM	freqtrade/rpc/api_server/api_v1.py	47	# 2.17: Forceentry - leverage, partial force_exit	COMMENT
MEDIUM	freqtrade/strategy/interface.py	66	# Version 3 - First version with short and leverage support	COMMENT

Deep Nesting128 hits · 114 pts

Severity	File	Line	Context
LOW	tests/conftest.py	172	CODE
LOW	tests/optimize/test_backtesting.py	2624	CODE
LOW	tests/plugins/test_pairlist.py	770	CODE
LOW	tests/plugins/test_pairlist.py	1022	CODE
LOW	tests/exchange_online/test_ccxt_compat.py	128	CODE
LOW	tests/exchange_online/test_ccxt_compat.py	212	CODE
LOW	tests/rpc/test_rpc_apiserver.py	915	CODE
LOW	tests/strategy/test_strategy_helpers.py	253	CODE
LOW	scripts/ws_client.py	197	CODE
LOW	freqtrade/freqtradebot.py	79	CODE
LOW	freqtrade/freqtradebot.py	449	CODE
LOW	freqtrade/freqtradebot.py	516	CODE
LOW	freqtrade/freqtradebot.py	613	CODE
LOW	freqtrade/freqtradebot.py	1309	CODE
LOW	freqtrade/freqtradebot.py	1390	CODE
LOW	freqtrade/freqtradebot.py	1596	CODE
LOW	freqtrade/freqtradebot.py	1799	CODE
LOW	freqtrade/freqtradebot.py	2387	CODE
LOW	freqtrade/configuration/config_validation.py	296	CODE
LOW	freqtrade/configuration/configuration.py	189	CODE
LOW	freqtrade/configuration/timerange.py	134	CODE
LOW	freqtrade/configuration/environment_vars.py	14	CODE
LOW	freqtrade/exchange/hyperliquid.py	163	CODE
LOW	freqtrade/exchange/binance_public_data.py	108	CODE
LOW	freqtrade/exchange/binance_public_data.py	232	CODE
LOW	freqtrade/exchange/binance_public_data.py	388	CODE
LOW	freqtrade/exchange/binance_public_data.py	442	CODE
LOW	freqtrade/exchange/exchange.py	649	CODE
LOW	freqtrade/exchange/exchange.py	1241	CODE
LOW	freqtrade/exchange/exchange.py	2102	CODE
LOW	freqtrade/exchange/exchange.py	2509	CODE
LOW	freqtrade/exchange/exchange.py	2611	CODE
LOW	freqtrade/exchange/exchange.py	3127	CODE
LOW	freqtrade/exchange/exchange.py	3340	CODE
LOW	freqtrade/exchange/exchange.py	3394	CODE
LOW	freqtrade/exchange/exchange.py	3558	CODE
LOW	freqtrade/exchange/exchange.py	3628	CODE
LOW	freqtrade/exchange/exchange_ws.py	234	CODE
LOW	freqtrade/exchange/krakenfutures.py	61	CODE
LOW	freqtrade/exchange/krakenfutures.py	142	CODE
LOW	freqtrade/exchange/exchange_utils.py	305	CODE
LOW	freqtrade/exchange/common.py	122	CODE
LOW	freqtrade/exchange/common.py	123	CODE
LOW	freqtrade/exchange/bitget.py	104	CODE
LOW	freqtrade/exchange/gate.py	109	CODE
LOW	freqtrade/freqai/utils.py	94	CODE
LOW	freqtrade/freqai/freqai_interface.py	273	CODE
LOW	freqtrade/freqai/freqai_interface.py	871	CODE
LOW	freqtrade/freqai/data_drawer.py	440	CODE
LOW	freqtrade/freqai/data_drawer.py	572	CODE
LOW	freqtrade/freqai/data_drawer.py	636	CODE
LOW	freqtrade/freqai/data_drawer.py	711	CODE
LOW	freqtrade/freqai/torch/PyTorchModelTrainer.py	71	CODE
LOW	freqtrade/freqai/RL/Base5ActionRLEnv.py	32	CODE
LOW	freqtrade/freqai/RL/Base3ActionRLEnv.py	30	CODE
LOW	freqtrade/freqai/RL/Base4ActionRLEnv.py	31	CODE
LOW	freqtrade/loggers/__init__.py	126	CODE
LOW	freqtrade/optimize/backtesting.py	518	CODE
LOW	freqtrade/optimize/backtesting.py	855	CODE
LOW	freqtrade/optimize/backtesting.py	1641	CODE
68 more matches not shown…

Self-Referential Comments31 hits · 94 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_misc.py	52	# Create a temporary directory and file	COMMENT
MEDIUM	tests/test_wallets.py	567	# Create a trade and verify the new currency is added to the wallets	COMMENT
MEDIUM	tests/util/test_historic_wallets_migration.py	262	# Create a trade with a pair that won't be in markets	COMMENT
MEDIUM	tests/util/test_historic_wallets_migration.py	293	# Create a trade	COMMENT
MEDIUM	tests/util/test_historic_wallets_migration.py	353	# Create a trade	COMMENT
MEDIUM	tests/util/test_historic_wallets_migration.py	395	# Create a trade	COMMENT
MEDIUM	tests/persistence/test_persistence.py	2141	# Create an order with no filled amount	COMMENT
MEDIUM	tests/persistence/test_persistence.py	2168	# Create an order with filled amount but wrong status	COMMENT
MEDIUM	tests/rpc/test_rpc_apiserver.py	3377	# Create a temporary directory and file	COMMENT
MEDIUM	tests/rpc/test_rpc_apiserver.py	3408	# Create a temporary directory and file	COMMENT
MEDIUM	tests/rpc/test_rpc_apiserver.py	3497	# Create a temporary directory and file	COMMENT
MEDIUM	tests/rpc/test_rpc_apiserver.py	3535	# Create a temporary directory and file	COMMENT
MEDIUM	tests/rpc/test_rpc.py	866	# Create a short and a long position wallet directly to avoid depending on position parsing	COMMENT
MEDIUM	tests/data/test_converter_orderflow.py	91	# Define the configuration for order flow calculation	COMMENT
MEDIUM	tests/data/test_converter_orderflow.py	320	# Define the bin size for the first test	COMMENT
MEDIUM	tests/data/test_converter_orderflow.py	576	# Create a sample DataFrame with known imbalances	COMMENT
MEDIUM	tests/data/test_trade_parallelism.py	30	# Create a minimal trades DataFrame with 4 trades over time	COMMENT
MEDIUM	tests/data/test_history.py	463	# Create the Json file	COMMENT
MEDIUM	freqtrade/exchange/exchange.py	268	# Initialize ccxt objects	COMMENT
MEDIUM	freqtrade/freqai/torch/PyTorchTransformerModel.py	43	# Define the encoder block of the Transformer	COMMENT
MEDIUM	freqtrade/optimize/backtesting.py	551	# Create a copy of the dataframe before shifting, that way the entry signal/tag	COMMENT
MEDIUM	freqtrade/optimize/analysis/lookahead_helpers.py	102	# Create a new empty DataFrame with the desired column names and set the index	COMMENT
MEDIUM	…ptimize/hyperopt_loss/hyperopt_loss_short_trade_dur.py	55	# Create an alias for This to allow the legacy Method to work as well.	COMMENT
MEDIUM	freqtrade/plot/plotting.py	460	# Define the graph	COMMENT
MEDIUM	freqtrade/plot/plotting.py	703	# Create an average close price of all the pairs that were involved.	COMMENT
MEDIUM⚡	freqtrade/templates/sample_strategy.py	39	# This class is a sample. Feel free to customize it.	COMMENT
MEDIUM	freqtrade/commands/optimize_commands.py	59	# Initialize backtesting object	COMMENT
MEDIUM	freqtrade/commands/optimize_commands.py	109	# Initialize backtesting object	COMMENT
MEDIUM	freqtrade/rpc/external_message_consumer.py	156	# Create a connection to each producer	COMMENT
MEDIUM	freqtrade/rpc/external_message_consumer.py	204	# Create the message stream for this channel	COMMENT
MEDIUM	freqtrade/rpc/api_server/api_backtest.py	183	# Initialize backtesting object	COMMENT

Redundant / Tautological Comments55 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	setup.sh	284	# Verify if 3.11+ is installed	COMMENT
LOW	tests/test_pip_audit.py	59	# Check if pip-audit found any vulnerabilities	COMMENT
LOW	tests/test_pip_audit.py	64	# Check if it's an actual vulnerability vs an error	COMMENT
LOW	tests/optimize/test_hyperopt.py	495	# Check if some indicators are generated. We will not test all of them	COMMENT
LOW	tests/plugins/test_pairlist.py	812	# Set whitelist_result to None if pairlist is invalid and should produce exception	COMMENT
LOW	tests/plugins/test_pairlist.py	2213	# Set max_open_trades to 4, the filter should empty the whitelist	COMMENT
LOW	tests/plugins/test_pairlist.py	2233	# Set max_open_trades to 3, the filter should empty the whitelist	COMMENT
LOW	tests/exchange_online/conftest.py	711	# Set proxy to test in CI.	COMMENT
LOW	tests/exchange_online/test_ccxt_compat.py	268	# Check if last-timeframe is within the last 2 intervals	COMMENT
LOW	tests/exchange_online/test_ccxt_compat.py	286	# Check if last-timeframe is within the last 2 intervals	COMMENT
LOW	tests/exchange_online/test_ccxt_compat.py	328	# Check if first-timeframe is either the start, or start + 1	COMMENT
LOW	tests/persistence/test_migrations.py	26	# Check if init create a session	COMMENT
LOW	freqtrade/freqtradebot.py	300	# Check if we need to adjust our current positions before attempting to enter new trades.	COMMENT
LOW	freqtrade/freqtradebot.py	1342	# Check if we can exit our current position for this trade	COMMENT
LOW	freqtrade/freqtradebot.py	1705	# Check if new candle	COMMENT
LOW	freqtrade/configuration/configuration.py	114	# Check if the exchange set by the user is supported	COMMENT
LOW	freqtrade/configuration/environment_vars.py	56	# Check if any ccxt config key is in the key parts	COMMENT
LOW	freqtrade/exchange/bybit.py	266	# Set acknowledged to True to avoid ccxt exception	COMMENT
LOW⚡	freqtrade/exchange/exchange.py	358	# Check if timeframe is available	COMMENT
LOW⚡	freqtrade/exchange/exchange.py	361	# Check if all pairs are available	COMMENT
LOW	freqtrade/exchange/exchange.py	732	# Set markets to avoid reloading on websocket api	COMMENT
LOW	freqtrade/exchange/exchange.py	1553	# Verify if stopPrice works for your exchange, else configure stop_price_param	COMMENT
LOW	freqtrade/exchange/exchange.py	2278	# Check if cache has been invalidated	COMMENT
LOW	freqtrade/exchange/exchange.py	2733	# Check if 1 call can get us updated candles without hole in the data.	COMMENT
LOW	freqtrade/exchange/exchange_ws.py	160	# Check if they're already scheduled	COMMENT
LOW	freqtrade/exchange/common.py	125	kucoin = args[0].name == "KuCoin" # Check if the exchange is KuCoin.	CODE
LOW	freqtrade/loggers/__init__.py	148	# Check if we have the module available	COMMENT
LOW	freqtrade/optimize/backtesting.py	344	# Set stoploss_on_exchange to false for backtesting,	COMMENT
LOW	freqtrade/optimize/backtesting.py	649	# Set close_rate to stoploss	COMMENT
LOW	freqtrade/optimize/backtesting.py	740	# Check if we should increase our position	COMMENT
LOW	freqtrade/optimize/backtesting.py	986	# Check if we need to adjust our current positions	COMMENT
LOW	freqtrade/optimize/optimize_reports/bt_output.py	543	# Print results	COMMENT
LOW	…ptimize/hyperopt_loss/hyperopt_loss_short_trade_dur.py	14	# Set TARGET_TRADES to suit your number concurrent trades so its realistic	COMMENT
LOW	freqtrade/optimize/hyperopt/hyperopt_interface.py	40	# Assign timeframe to be used in hyperopt	COMMENT
LOW	freqtrade/plot/plotting.py	57	# Set timerange to use	COMMENT
LOW	freqtrade/plugins/pairlist/IPairList.py	273	# Check if market is active	COMMENT
LOW	freqtrade/plugins/pairlist/CrossMarketPairList.py	82	# Check if pair quote currency equals to the stake currency.	COMMENT
LOW	freqtrade/plugins/pairlist/VolumePairList.py	187	# Check if pair quote currency equals to the stake currency.	COMMENT
LOW	freqtrade/plugins/pairlist/PercentChangePairList.py	182	# Check if pair quote currency equals to the stake currency.	COMMENT
LOW	freqtrade/plugins/pairlist/MarketCapPairList.py	146	# Check if pair quote currency equals to the stake currency.	COMMENT
LOW	freqtrade/resolvers/strategy_resolver.py	56	# Check if we need to override configuration	COMMENT
LOW	freqtrade/resolvers/hyperopt_resolver.py	47	# Assign timeframe to be used in hyperopt	COMMENT
LOW	freqtrade/persistence/migrations.py	431	# Check if migration necessary	STRING
LOW	freqtrade/rpc/telegram.py	750	# Check if there's at least one numerical ID provided.	COMMENT
LOW	freqtrade/rpc/rpc.py	1032	# Check if there is there are open orders	COMMENT
LOW	freqtrade/rpc/rpc.py	1148	# Check if pair quote currency equals to the stake currency.	COMMENT
LOW	freqtrade/rpc/fiat_convert.py	135	# Check if the fiat conversion you want is supported	COMMENT
LOW	freqtrade/rpc/fiat_convert.py	165	# Check if the fiat conversion you want is supported	COMMENT
LOW	freqtrade/rpc/api_server/api_auth.py	64	# Check if ws_token is/in secret_ws_token	COMMENT
LOW	freqtrade/rpc/api_server/api_auth.py	77	# Check if ws_token is a JWT	COMMENT
LOW⚡	freqtrade/data/converter/orderflow.py	28	# Set columns to object type	COMMENT
LOW	freqtrade/data/converter/orderflow.py	126	# Check if the trades are already in the cache	COMMENT
LOW	freqtrade/data/history/datahandlers/idatahandler.py	203	# Check if regex found something and only return these results to avoid exceptions.	COMMENT
LOW	freqtrade/strategy/interface.py	1302	# Check if dataframe is out of date	COMMENT
LOW	freqtrade/strategy/interface.py	1719	# Check if time matches and current rate is above threshold	COMMENT

Excessive Try-Catch Wrapping75 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	ft_client/freqtrade_client/ft_client.py	114	except Exception as e:	CODE
LOW⚡	ft_client/freqtrade_client/__init__.py	27	except Exception: # pragma: no cover	CODE
LOW⚡	ft_client/freqtrade_client/__init__.py	34	except Exception: # noqa: S110	CODE
LOW	tests/conftest.py	87	except Exception as e:	CODE
LOW	tests/test_configuration.py	639	except Exception:	CODE
LOW	tests/optimize/test_hyperopt.py	267	except Exception:	CODE
LOW	docs/strategy-callbacks.md	1053	except Exception as exception:	CODE
LOW	scripts/ws_client.py	273	except Exception as e:	CODE
LOW	freqtrade/wallets.py	513	except Exception as e:	CODE
LOW	freqtrade/freqtradebot.py	191	except Exception as e:	CODE
LOW	freqtrade/freqtradebot.py	216	except Exception as e:	CODE
LOW	freqtrade/freqtradebot.py	232	except Exception:	CODE
LOW	freqtrade/freqtradebot.py	604	except Exception:	CODE
LOW	freqtrade/__init__.py	26	except Exception: # pragma: no cover	CODE
LOW	freqtrade/__init__.py	33	except Exception: # noqa: S110	CODE
LOW	freqtrade/main.py	75	except Exception:	CODE
LOW⚡	freqtrade/configuration/deploy_config.py	19	except Exception:	CODE
LOW⚡	freqtrade/configuration/deploy_config.py	27	except Exception:	CODE
MEDIUM	freqtrade/configuration/deploy_config.py	15	def validate_is_int(val):	CODE
MEDIUM	freqtrade/configuration/deploy_config.py	23	def validate_is_float(val):	CODE
LOW	freqtrade/configuration/directory_operations.py	43	except Exception:	CODE
LOW	freqtrade/exchange/hyperliquid.py	190	except Exception as e:	CODE
LOW⚡	freqtrade/exchange/hyperliquid.py	206	except Exception as e:	CODE
LOW	freqtrade/exchange/binance_public_data.py	86	except Exception as e:	CODE
LOW	freqtrade/exchange/binance_public_data.py	163	except Exception as e:	CODE
LOW	freqtrade/exchange/binance_public_data.py	299	except Exception as e:	CODE
LOW	freqtrade/exchange/binance_public_data.py	330	except Exception as e:	CODE
LOW	freqtrade/exchange/binance_public_data.py	434	except Exception as e:	CODE
LOW	freqtrade/exchange/binance_public_data.py	494	except Exception as e:	CODE
LOW	freqtrade/exchange/exchange.py	3192	except Exception:	CODE
LOW	freqtrade/exchange/exchange.py	3649	except Exception:	CODE
LOW	freqtrade/exchange/exchange_ws.py	89	except Exception:	CODE
LOW	freqtrade/exchange/exchange_ws.py	98	except Exception:	CODE
LOW	freqtrade/exchange/exchange_ws.py	205	except Exception:	CODE
LOW	freqtrade/exchange/exchange_ws.py	220	except Exception:	CODE
MEDIUM	freqtrade/exchange/exchange_ws.py	92	def _cleanup_async(self) -> None:	CODE
LOW	freqtrade/freqai/freqai_interface.py	258	except Exception as msg:	CODE
LOW	freqtrade/freqai/freqai_interface.py	376	except Exception as msg:	CODE
LOW	freqtrade/loggers/ft_rich_handler.py	48	except Exception:	CODE
MEDIUM	freqtrade/loggers/ft_rich_handler.py	19	def emit(self, record):	CODE
LOW	freqtrade/loggers/std_err_stream_handler.py	25	except Exception:	CODE
MEDIUM	freqtrade/loggers/std_err_stream_handler.py	17	def emit(self, record):	CODE
LOW	freqtrade/plugins/pairlist/RemotePairList.py	178	except Exception as e:	CODE
LOW	freqtrade/plugins/pairlist/RemotePairList.py	232	except Exception as e:	CODE
LOW	freqtrade/plugins/pairlist/RemotePairList.py	273	except Exception as e:	CODE
LOW	freqtrade/commands/list_commands.py	278	except Exception as e:	CODE
LOW	freqtrade/rpc/telegram.py	353	except Exception as ex:	CODE
LOW	freqtrade/rpc/fiat_convert.py	75	except Exception as exception:	CODE
LOW	freqtrade/rpc/fiat_convert.py	188	except Exception as exception:	CODE
MEDIUM	freqtrade/rpc/fiat_convert.py	58	def _load_cryptomap(self) -> None:	CODE
LOW	freqtrade/rpc/external_message_consumer.py	234	except Exception as e:	CODE
LOW	freqtrade/rpc/external_message_consumer.py	270	except Exception as e:	CODE
LOW	freqtrade/rpc/external_message_consumer.py	283	except Exception as e:	CODE
LOW	freqtrade/rpc/rpc_manager.py	83	except Exception:	CODE
LOW	freqtrade/rpc/api_server/webserver.py	342	except Exception:	CODE
LOW	freqtrade/rpc/api_server/api_pair_history.py	43	except Exception as e:	CODE
LOW	freqtrade/rpc/api_server/api_pair_history.py	77	except Exception as e:	CODE
LOW	freqtrade/rpc/api_server/api_v1.py	130	except Exception as e:	CODE
LOW	freqtrade/rpc/api_server/api_v1.py	176	except Exception:	CODE
LOW	freqtrade/rpc/api_server/ws/channel.py	189	except Exception:	CODE
15 more matches not shown…

Decorative Section Separators17 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/strategy/strats/strategy_test_v2.py	75	# ------------------------------------	COMMENT
MEDIUM	tests/strategy/strats/strategy_test_v3.py	105	# ------------------------------------	COMMENT
MEDIUM	docs/includes/strategy-imports.md	41	# --------------------------------	COMMENT
MEDIUM	scripts/ws_client.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/ws_client.py	88	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/ws_client.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/ws_client.py	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	freqtrade/templates/sample_strategy.py	33	# --------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	159	# ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	240	# ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	293	# ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	300	# ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	315	# ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	330	# ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	345	# # ------------------------------------	COMMENT
MEDIUM	freqtrade/templates/sample_strategy.py	354	# ------------------------------------	COMMENT
MEDIUM	freqtrade/rpc/api_server/ws_schemas.py	73	# --------------------------------------------------------------------------	COMMENT

Over-Commented Block23 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	1	---	COMMENT
LOW	docker/docker-compose-freqai.yml	1	---	COMMENT
LOW	tests/exchange/test_exchange.py	4581	# Testing markets (in conftest.py):	COMMENT
LOW	tests/exchange/test_binance.py	1081	exchange = get_patched_exchange(mocker, default_conf_usdt, exchange="binance")	COMMENT
LOW	tests/optimize/test_backtesting.py	641	# Binance, Long	COMMENT
LOW	docs/producer-consumer.md	121	producer_pairs = self.dp.get_producer_pairs()	COMMENT
LOW	docs/advanced-setup.md	61	services:	COMMENT
LOW	freqtrade/exchange/hyperliquid.py	261	# Docs: The maintenance margin is half of the initial margin at max leverage,	COMMENT
LOW	freqtrade/freqai/RL/BaseEnvironment.py	381	initialized env for tensorboard callback	COMMENT
LOW	freqtrade/freqai/RL/BaseEnvironment.py	401	# previous_price = self.add_entry_fee(previous_price)	COMMENT
LOW	freqtrade/optimize/hyperopt/hyperopt_interface.py	81	# to adjust resulting ranges of the ROI tables.	COMMENT
LOW	freqtrade/templates/FreqaiExampleStrategy.py	201	# Classifiers are typically set up with strings as targets:	COMMENT
LOW	freqtrade/templates/sample_strategy.py	161	# ADX	COMMENT
LOW	freqtrade/templates/sample_strategy.py	181	# # Keltner Channel	COMMENT
LOW	freqtrade/templates/sample_strategy.py	201	dataframe["rsi"] = ta.RSI(dataframe)	COMMENT
LOW	freqtrade/templates/sample_strategy.py	221	# Please read https://github.com/freqtrade/freqtrade/issues/2961 before using this.	COMMENT
LOW	freqtrade/templates/sample_strategy.py	261	# dataframe["wbb_percent"] = (	COMMENT
LOW	freqtrade/templates/sample_strategy.py	281	# dataframe['sma10'] = ta.SMA(dataframe, timeperiod=10)	COMMENT
LOW	freqtrade/templates/sample_strategy.py	301	# # Hammer: values [0, 100]	COMMENT
LOW	freqtrade/templates/sample_strategy.py	321	# dataframe['CDLGRAVESTONEDOJI'] = ta.CDLGRAVESTONEDOJI(dataframe)	COMMENT
LOW	freqtrade/templates/sample_strategy.py	341	# # Three Inside Up/Down: values [0, -100, 100]	COMMENT
LOW	freqtrade/rpc/api_server/api_v1.py	41	# 1.12: add blacklist delete endpoint	COMMENT
LOW	freqtrade/rpc/api_server/api_v1.py	61	# 2.33: Additional weekly/monthly metrics	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	build_helpers/create_command_partials.py	94	# freqtrade-client still uses subprocess as requested	COMMENT
HIGH	freqtrade/freqai/data_kitchen.py	368	# ensure we are predicting on exactly same amount of data as requested by user defined	COMMENT

AI Structural Patterns11 hits · 10 pts

Severity	File	Line	Context
LOW	freqtrade/exchange/exchange.py	3046	CODE
LOW	freqtrade/freqai/RL/BaseEnvironment.py	47	CODE
LOW	freqtrade/freqai/RL/BaseReinforcementLearningModel.py	303	CODE
LOW	freqtrade/optimize/analysis/lookahead.py	51	CODE
LOW	…ptimize/hyperopt_loss/hyperopt_loss_short_trade_dur.py	52	CODE
LOW	freqtrade/optimize/hyperopt/hyperopt_optimizer.py	334	CODE
LOW	freqtrade/templates/sample_hyperopt_loss.py	57	CODE
LOW	freqtrade/rpc/rpc.py	1450	CODE
LOW	freqtrade/rpc/rpc.py	1486	CODE
LOW	freqtrade/rpc/api_server/api_webserver.py	109	CODE
LOW	freqtrade/data/history/history_utils.py	360	CODE

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	setup.sh	167	echo_block "Don't forget to activate your virtual environment with 'source .venv/bin/activate'!"	CODE
MEDIUM	freqtrade/freqai/RL/BaseReinforcementLearningModel.py	431	# you can use feature values from dataframe	COMMENT
MEDIUM⚡	freqtrade/templates/sample_strategy.py	39	# This class is a sample. Feel free to customize it.	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/freqai/test_freqai_interface.py	76	# test the RL guardrails	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docs/installation.md	376	# Step 1 - Initialize user folder	COMMENT
LOW	docs/installation.md	379	# Step 2 - Create a new configuration file	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/freqai/test_freqai_interface.py	457	"model_filename": "fake_name",	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings